One of the biggest changes in the past decade is the rapid adoption of machine learning, AI, and big data in investment decision making. This course introduces learners with knowledge of the investment industry to foundational statistical concepts underpinning machine learning as well as advanced AI techniques. This course demonstrates core modeling frameworks along with carefully selected real-world investment practice examples. The course seeks to familiarize learners with two important programming languages — Python and R (no prior knowledge of Python or R necessary). The motivation is to demonstrate the elegance — and speed — simple programming brings to the investment decision-making process. The reading material in this course offers in-practice insights curated from the blogs of CFA Institute as well as other leading publications.
Dieser Kurs ist Teil der Spezialisierung Spezialisierung Data Science for Investment Professionals
von
Über diesen Kurs
Background in investment products and firms
Was Sie lernen werden
Understand the importance of information patterns and the concept of causality in decision making models
Assess and apply probability concepts to real-world investing scenarios
Describe and use linear and logistic regression modeling for investment decision making
Compare simple time-series models and understand their limitations
Kompetenzen, die Sie erwerben
- Data Science
- Logistic Regression Modeling
- Linear Regression Modeling
- Python Programming
- Statistical Concepts
Background in investment products and firms
Lehrplan - Was Sie in diesem Kurs lernen werden
Welcome to Statistics for Machine Learning for Investment Professionals
Data and Patterns
Randomness and Probability
Linear Regression
Advanced Regression Concepts
Bewertungen
- 5 stars73,07 %
- 4 stars19,23 %
- 2 stars3,84 %
- 1 star3,84 %
Top-Bewertungen von STATISTICS FOR MACHINE LEARNING FOR INVESTMENT PROFESSIONALS
Its a course that serves as a good refresher on statistical analysis. Real applications makes statistical concepts easier to relate
Über den Spezialisierung Data Science for Investment Professionals
Häufig gestellte Fragen
Wann erhalte ich Zugang zu den Vorträgen und Aufgaben?
Was bekomme ich, wenn ich diese Spezialisierung abonniere?
Ist finanzielle Unterstützung möglich?
Does completing this course give me credit in any CFA Institute Programs?
Haben Sie weitere Fragen? Besuchen Sie das Learner Help Center.
